Pandas Profiling Report

Dataset statistics

Number of variables	10
Number of observations	583
Missing cells	4
Missing cells (%)	0.1%
Duplicate rows	13
Duplicate rows (%)	2.2%
Total size in memory	75.1 KiB
Average record size in memory	131.9 B

Variable types

NUM	9
BOOL	1

Reproduction

Analysis started	2020-07-03 13:09:19.471133
Analysis finished	2020-07-03 13:09:30.964243
Duration	11.49 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

Dataset has 13 (2.2%) duplicate rows

Duplicates

Age
Real number (ℝ_≥0)

Distinct count	72
Unique (%)	12.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	44.74614065180103
Minimum	4
Maximum	90
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	4
5-th percentile	18
Q1	33
median	45
Q3	58
95-th percentile	72
Maximum	90
Range	86
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	16.1898333
Coefficient of variation (CV)	0.3618151883
Kurtosis	-0.5600656409
Mean	44.74614065
Median Absolute Deviation (MAD)	12
Skewness	-0.02938531271
Sum	26087
Variance	262.1107024

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
60	34	5.8%
45	25	4.3%
50	23	3.9%
42	21	3.6%
38	21	3.6%
32	20	3.4%
48	20	3.4%
55	18	3.1%
65	17	2.9%
40	17	2.9%
46	16	2.7%
33	15	2.6%
58	14	2.4%
75	14	2.4%
26	14	2.4%
66	12	2.1%
35	12	2.1%
18	11	1.9%
49	11	1.9%
36	11	1.9%
51	10	1.7%
30	10	1.7%
70	9	1.5%
62	9	1.5%
37	9	1.5%
Other values (47)	190	32.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	2	0.3%
6	1	0.2%
7	2	0.3%
8	1	0.2%
10	1	0.2%
11	1	0.2%
12	2	0.3%
13	4	0.7%
14	2	0.3%
15	1	0.2%

Value	Count	Frequency (%)
90	1	0.2%
85	1	0.2%
84	1	0.2%
78	1	0.2%
75	14	2.4%
74	4	0.7%
73	2	0.3%
72	8	1.4%
70	9	1.5%
69	2	0.3%

Total_Bilirubin
Real number (ℝ_≥0)

Distinct count	113
Unique (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.298799313893653
Minimum	0.4
Maximum	75.0
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0.4
5-th percentile	0.6
Q1	0.8
median	1
Q3	2.6
95-th percentile	16.35
Maximum	75
Range	74.6
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	6.209521726
Coefficient of variation (CV)	1.882358136
Kurtosis	37.16379152
Mean	3.298799314
Median Absolute Deviation (MAD)	0.3
Skewness	4.907473994
Sum	1923.2
Variance	38.55816007

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.8	91	15.6%
0.7	77	13.2%
0.9	57	9.8%
0.6	46	7.9%
1	28	4.8%
1.1	19	3.3%
1.8	14	2.4%
1.4	13	2.2%
1.3	12	2.1%
1.7	11	1.9%
2.7	9	1.5%
2	8	1.4%
1.2	8	1.4%
1.9	8	1.4%
1.6	8	1.4%
2.2	8	1.4%
2.9	6	1.0%
2.6	5	0.9%
0.5	5	0.9%
1.5	5	0.9%
5.8	5	0.9%
2.4	5	0.9%
2.8	4	0.7%
3.9	4	0.7%
2.1	4	0.7%
Other values (88)	123	21.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4	1	0.2%
0.5	5	0.9%
0.6	46	7.9%
0.7	77	13.2%
0.8	91	15.6%
0.9	57	9.8%
1	28	4.8%
1.1	19	3.3%
1.2	8	1.4%
1.3	12	2.1%

Value	Count	Frequency (%)
75	1	0.2%
42.8	1	0.2%
32.6	1	0.2%
30.8	1	0.2%
30.5	2	0.3%
27.7	1	0.2%
27.2	1	0.2%
26.3	1	0.2%
25	1	0.2%
23.3	1	0.2%

Direct_Bilirubin
Real number (ℝ_≥0)

Distinct count	80
Unique (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.486106346483705
Minimum	0.1
Maximum	19.7
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.2
median	0.3
Q3	1.3
95-th percentile	8.4
Maximum	19.7
Range	19.6
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	2.808497618
Coefficient of variation (CV)	1.889836232
Kurtosis	11.35252876
Mean	1.486106346
Median Absolute Deviation (MAD)	0.2
Skewness	3.212402862
Sum	866.4
Variance	7.887658868

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2	194	33.3%
0.1	63	10.8%
0.3	51	8.7%
0.8	22	3.8%
0.4	21	3.6%
0.5	20	3.4%
0.6	16	2.7%
1	13	2.2%
1.3	12	2.1%
0.7	11	1.9%
1.6	11	1.9%
1.2	10	1.7%
1.1	7	1.2%
0.9	7	1.2%
1.4	7	1.2%
3.2	6	1.0%
1.5	6	1.0%
3	5	0.9%
2.3	5	0.9%
3.6	4	0.7%
2.1	4	0.7%
2	3	0.5%
4	3	0.5%
2.7	3	0.5%
2.5	3	0.5%
Other values (55)	76	13.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	63	10.8%
0.2	194	33.3%
0.3	51	8.7%
0.4	21	3.6%
0.5	20	3.4%
0.6	16	2.7%
0.7	11	1.9%
0.8	22	3.8%
0.9	7	1.2%
1	13	2.2%

Value	Count	Frequency (%)
19.7	1	0.2%
18.3	1	0.2%
17.1	1	0.2%
14.2	1	0.2%
14.1	1	0.2%
13.7	1	0.2%
12.8	1	0.2%
12.6	2	0.3%
12.1	1	0.2%
11.8	2	0.3%

Alkaline_Phosphotase
Real number (ℝ_≥0)

Distinct count	263
Unique (%)	45.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	290.57632933104634
Minimum	63
Maximum	2110
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	63
5-th percentile	137
Q1	175.5
median	208
Q3	298
95-th percentile	698.1
Maximum	2110
Range	2047
Interquartile range (IQR)	122.5

Descriptive statistics

Standard deviation	242.9379892
Coefficient of variation (CV)	0.8360556751
Kurtosis	17.75282846
Mean	290.5763293
Median Absolute Deviation (MAD)	50
Skewness	3.765106397
Sum	169406
Variance	59018.86659

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
298	11	1.9%
198	11	1.9%
215	11	1.9%
195	10	1.7%
180	10	1.7%
190	10	1.7%
182	9	1.5%
145	9	1.5%
158	9	1.5%
165	8	1.4%
218	8	1.4%
282	8	1.4%
196	7	1.2%
188	7	1.2%
202	7	1.2%
168	6	1.0%
192	6	1.0%
175	6	1.0%
162	6	1.0%
310	6	1.0%
230	6	1.0%
206	6	1.0%
205	6	1.0%
290	6	1.0%
189	6	1.0%
Other values (238)	388	66.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
63	1	0.2%
75	1	0.2%
90	1	0.2%
92	2	0.3%
97	1	0.2%
98	1	0.2%
100	2	0.3%
102	1	0.2%
103	1	0.2%
105	1	0.2%

Value	Count	Frequency (%)
2110	1	0.2%
1896	1	0.2%
1750	1	0.2%
1630	1	0.2%
1620	1	0.2%
1580	1	0.2%
1550	1	0.2%
1420	1	0.2%
1350	2	0.3%
1124	1	0.2%

Alamine_Aminotransferase
Real number (ℝ_≥0)

Distinct count	152
Unique (%)	26.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	80.71355060034305
Minimum	10
Maximum	2000
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	10
5-th percentile	15
Q1	23
median	35
Q3	60.5
95-th percentile	232
Maximum	2000
Range	1990
Interquartile range (IQR)	37.5

Descriptive statistics

Standard deviation	182.620356
Coefficient of variation (CV)	2.26257369
Kurtosis	50.57944964
Mean	80.7135506
Median Absolute Deviation (MAD)	15
Skewness	6.549191929
Sum	47056
Variance	33350.19444

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
25	25	4.3%
20	23	3.9%
22	18	3.1%
18	17	2.9%
28	17	2.9%
21	17	2.9%
30	15	2.6%
15	14	2.4%
48	14	2.4%
24	13	2.2%
32	12	2.1%
31	12	2.1%
29	12	2.1%
36	11	1.9%
50	10	1.7%
12	10	1.7%
33	10	1.7%
26	10	1.7%
27	9	1.5%
42	9	1.5%
23	9	1.5%
35	9	1.5%
37	9	1.5%
40	9	1.5%
38	8	1.4%
Other values (127)	261	44.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	4	0.7%
11	2	0.3%
12	10	1.7%
13	4	0.7%
14	8	1.4%
15	14	2.4%
16	8	1.4%
17	8	1.4%
18	17	2.9%
19	6	1.0%

Value	Count	Frequency (%)
2000	1	0.2%
1680	1	0.2%
1630	1	0.2%
1350	1	0.2%
1250	2	0.3%
950	1	0.2%
875	2	0.3%
790	1	0.2%
779	1	0.2%
622	1	0.2%

Aspartate_Aminotransferase
Real number (ℝ_≥0)

Distinct count	177
Unique (%)	30.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	109.91080617495712
Minimum	10
Maximum	4929
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	10
5-th percentile	15.1
Q1	25
median	42
Q3	87
95-th percentile	400.9
Maximum	4929
Range	4919
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	288.9185291
Coefficient of variation (CV)	2.628663542
Kurtosis	150.9198836
Mean	109.9108062
Median Absolute Deviation (MAD)	21
Skewness	10.54617722
Sum	64078
Variance	83473.91643

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
23	16	2.7%
20	14	2.4%
21	14	2.4%
30	14	2.4%
28	13	2.2%
25	13	2.2%
22	13	2.2%
32	12	2.1%
24	12	2.1%
34	12	2.1%
40	11	1.9%
19	11	1.9%
15	11	1.9%
29	11	1.9%
18	9	1.5%
42	9	1.5%
16	9	1.5%
26	9	1.5%
58	9	1.5%
31	8	1.4%
17	8	1.4%
35	8	1.4%
14	8	1.4%
27	8	1.4%
33	7	1.2%
Other values (152)	314	53.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	0.2%
11	2	0.3%
12	5	0.9%
13	3	0.5%
14	8	1.4%
15	11	1.9%
16	9	1.5%
17	8	1.4%
18	9	1.5%
19	11	1.9%

Value	Count	Frequency (%)
4929	1	0.2%
2946	1	0.2%
1600	1	0.2%
1500	1	0.2%
1050	2	0.3%
960	1	0.2%
950	1	0.2%
850	4	0.7%
844	1	0.2%
794	1	0.2%

Total_Protiens
Real number (ℝ_≥0)

Distinct count	58
Unique (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.483190394511149
Minimum	2.7
Maximum	9.6
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	2.7
5-th percentile	4.61
Q1	5.8
median	6.6
Q3	7.2
95-th percentile	8.1
Maximum	9.6
Range	6.9
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.085451484
Coefficient of variation (CV)	0.167425514
Kurtosis	0.2330385856
Mean	6.483190395
Median Absolute Deviation (MAD)	0.7
Skewness	-0.2856721864
Sum	3779.7
Variance	1.178204924

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	32	5.5%
6	30	5.1%
6.8	28	4.8%
6.9	25	4.3%
6.2	24	4.1%
7.1	22	3.8%
7.2	21	3.6%
8	20	3.4%
6.4	18	3.1%
7.3	18	3.1%
6.1	18	3.1%
5.6	18	3.1%
5.5	17	2.9%
6.6	16	2.7%
6.7	15	2.6%
6.5	15	2.6%
7.5	15	2.6%
7.9	14	2.4%
5.8	14	2.4%
5.9	14	2.4%
6.3	14	2.4%
5.4	13	2.2%
7.4	12	2.1%
5.2	12	2.1%
5.7	11	1.9%
Other values (33)	127	21.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.7	1	0.2%
2.8	1	0.2%
3	1	0.2%
3.6	3	0.5%
3.7	1	0.2%
3.8	2	0.3%
3.9	2	0.3%
4	2	0.3%
4.1	2	0.3%
4.3	3	0.5%

Value	Count	Frequency (%)
9.6	1	0.2%
9.5	1	0.2%
9.2	2	0.3%
8.9	1	0.2%
8.7	1	0.2%
8.6	3	0.5%
8.5	5	0.9%
8.4	3	0.5%
8.3	3	0.5%
8.2	8	1.4%

Albumin
Real number (ℝ_≥0)

Distinct count	40
Unique (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.141852487135506
Minimum	0.9
Maximum	5.5
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0.9
5-th percentile	1.8
Q1	2.6
median	3.1
Q3	3.8
95-th percentile	4.39
Maximum	5.5
Range	4.6
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.795518806
Coefficient of variation (CV)	0.253200559
Kurtosis	-0.3879048072
Mean	3.141852487
Median Absolute Deviation (MAD)	0.6
Skewness	-0.04368472855
Sum	1831.7
Variance	0.6328501706

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	45	7.7%
4	37	6.3%
2.9	29	5.0%
3.1	28	4.8%
3.2	26	4.5%
3.9	25	4.3%
2.7	24	4.1%
2.5	24	4.1%
3.5	23	3.9%
3.4	21	3.6%
2	21	3.6%
2.6	21	3.6%
3.3	21	3.6%
3.7	21	3.6%
2.8	18	3.1%
3.6	18	3.1%
2.4	17	2.9%
4.1	16	2.7%
3.8	15	2.6%
4.3	14	2.4%
2.1	14	2.4%
2.3	12	2.1%
4.2	12	2.1%
1.8	12	2.1%
2.2	12	2.1%
Other values (15)	57	9.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.9	2	0.3%
1	1	0.2%
1.4	3	0.5%
1.5	3	0.5%
1.6	8	1.4%
1.7	3	0.5%
1.8	12	2.1%
1.9	7	1.2%
2	21	3.6%
2.1	14	2.4%

Value	Count	Frequency (%)
5.5	2	0.3%
5	1	0.2%
4.9	4	0.7%
4.8	2	0.3%
4.7	3	0.5%
4.6	4	0.7%
4.5	6	1.0%
4.4	8	1.4%
4.3	14	2.4%
4.2	12	2.1%

Albumin_and_Globulin_Ratio
Real number (ℝ_≥0)

Distinct count	69
Unique (%)	11.9%
Missing	4
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%

Mean	0.9470639032815199
Minimum	0.3
Maximum	2.8
Zeros	0
Zeros (%)	0.0%
Memory size	4.7 KiB

Quantile statistics

Minimum	0.3
5-th percentile	0.5
Q1	0.7
median	0.93
Q3	1.1
95-th percentile	1.5
Maximum	2.8
Range	2.5
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3195921077
Coefficient of variation (CV)	0.337455695
Kurtosis	3.281899825
Mean	0.9470639033
Median Absolute Deviation (MAD)	0.17
Skewness	0.992299448
Sum	548.35
Variance	0.1021391153

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	106	18.2%
0.8	65	11.1%
0.9	59	10.1%
0.7	53	9.1%
1.1	46	7.9%
1.2	35	6.0%
0.6	31	5.3%
0.5	29	5.0%
1.3	25	4.3%
1.4	17	2.9%
0.4	14	2.4%
1.5	10	1.7%
1.6	5	0.9%
1.7	4	0.7%
0.3	4	0.7%
0.75	4	0.7%
0.96	3	0.5%
1.38	3	0.5%
1.8	3	0.5%
0.47	2	0.3%
0.92	2	0.3%
1.16	2	0.3%
0.52	2	0.3%
0.76	2	0.3%
0.93	2	0.3%
Other values (44)	51	8.7%
(Missing)	4	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3	4	0.7%
0.35	1	0.2%
0.37	1	0.2%
0.39	1	0.2%
0.4	14	2.4%
0.45	1	0.2%
0.46	1	0.2%
0.47	2	0.3%
0.48	1	0.2%
0.5	29	5.0%

Value	Count	Frequency (%)
2.8	1	0.2%
2.5	2	0.3%
1.9	1	0.2%
1.85	2	0.3%
1.8	3	0.5%
1.72	1	0.2%
1.7	4	0.7%
1.66	1	0.2%
1.6	5	0.9%
1.58	2	0.3%

Dataset
Boolean

Distinct count	2
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	4.7 KiB

Yes	416
No	167

Frequency Table

Value	Count	Frequency (%)
Yes	416	71.4%
No	167	28.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	Age	Total_Bilirubin	Direct_Bilirubin	Alkaline_Phosphotase	Alamine_Aminotransferase	Aspartate_Aminotransferase	Total_Protiens	Albumin	Albumin_and_Globulin_Ratio	Dataset
0	65	0.7	0.1	187	16	18	6.8	3.3	0.90	Yes
1	62	10.9	5.5	699	64	100	7.5	3.2	0.74	Yes
2	62	7.3	4.1	490	60	68	7.0	3.3	0.89	Yes
3	58	1.0	0.4	182	14	20	6.8	3.4	1.00	Yes
4	72	3.9	2.0	195	27	59	7.3	2.4	0.40	Yes
5	46	1.8	0.7	208	19	14	7.6	4.4	1.30	Yes
6	26	0.9	0.2	154	16	12	7.0	3.5	1.00	Yes
7	29	0.9	0.3	202	14	11	6.7	3.6	1.10	Yes
8	17	0.9	0.3	202	22	19	7.4	4.1	1.20	No
9	55	0.7	0.2	290	53	58	6.8	3.4	1.00	Yes

Last rows

	Age	Total_Bilirubin	Direct_Bilirubin	Alkaline_Phosphotase	Alamine_Aminotransferase	Aspartate_Aminotransferase	Total_Protiens	Albumin	Albumin_and_Globulin_Ratio	Dataset
573	32	3.7	1.6	612	50	88	6.2	1.9	0.40	Yes
574	32	12.1	6.0	515	48	92	6.6	2.4	0.50	Yes
575	32	25.0	13.7	560	41	88	7.9	2.5	2.50	Yes
576	32	15.0	8.2	289	58	80	5.3	2.2	0.70	Yes
577	32	12.7	8.4	190	28	47	5.4	2.6	0.90	Yes
578	60	0.5	0.1	500	20	34	5.9	1.6	0.37	No
579	40	0.6	0.1	98	35	31	6.0	3.2	1.10	Yes
580	52	0.8	0.2	245	48	49	6.4	3.2	1.00	Yes
581	31	1.3	0.5	184	29	32	6.8	3.4	1.00	Yes
582	38	1.0	0.3	216	21	24	7.3	4.4	1.50	No

Most frequent

	Age	Total_Bilirubin	Direct_Bilirubin	Alkaline_Phosphotase	Alamine_Aminotransferase	Aspartate_Aminotransferase	Total_Protiens	Albumin	Albumin_and_Globulin_Ratio	Dataset	count
0	18	0.8	0.2	282	72	140	5.5	2.5	0.80	Yes	2
1	30	1.6	0.4	332	84	139	5.6	2.7	0.90	Yes	2
2	31	0.6	0.1	175	48	34	6.0	3.7	1.60	Yes	2
3	34	4.1	2.0	289	875	731	5.0	2.7	1.10	Yes	2
4	36	0.8	0.2	158	29	39	6.0	2.2	0.50	No	2
5	36	5.3	2.3	145	32	92	5.1	2.6	1.00	No	2
6	38	2.6	1.2	410	59	57	5.6	3.0	0.80	No	2
7	39	1.9	0.9	180	42	62	7.4	4.3	1.38	Yes	2
8	40	0.9	0.3	293	232	245	6.8	3.1	0.80	Yes	2
9	42	8.9	4.5	272	31	61	5.8	2.0	0.50	Yes	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent